Dataset statistics
| Number of variables | 29 |
|---|---|
| Number of observations | 1696 |
| Missing cells | 15654 |
| Missing cells (%) | 31.8% |
| Duplicate rows | 6 |
| Duplicate rows (%) | 0.4% |
| Total size in memory | 384.4 KiB |
| Average record size in memory | 232.1 B |
Variable types
| Categorical | 18 |
|---|---|
| Numeric | 11 |
| Dataset has 6 (0.4%) duplicate rows | Duplicates |
saturation is highly overall correlated with rr and 1 other fields | High correlation |
rr is highly overall correlated with saturation | High correlation |
sbp is highly overall correlated with dbp | High correlation |
dbp is highly overall correlated with sbp | High correlation |
hr is highly overall correlated with retractions | High correlation |
temperature is highly overall correlated with fev1 | High correlation |
fev1 is highly overall correlated with temperature and 14 other fields | High correlation |
charlson is highly overall correlated with cancer | High correlation |
death is highly overall correlated with fev1 and 1 other fields | High correlation |
death_aecopd is highly overall correlated with fev1 and 1 other fields | High correlation |
oedema is highly overall correlated with fev1 | High correlation |
retractions is highly overall correlated with saturation and 3 other fields | High correlation |
confusion is highly overall correlated with fev1 | High correlation |
dyspnoea_yesno is highly overall correlated with fev1 and 1 other fields | High correlation |
dyspnoea_mMRC is highly overall correlated with fev1 and 2 other fields | High correlation |
home_care is highly overall correlated with fev1 | High correlation |
ami is highly overall correlated with fev1 | High correlation |
heart_failure is highly overall correlated with fev1 | High correlation |
cbd is highly overall correlated with fev1 | High correlation |
pad is highly overall correlated with fev1 | High correlation |
dementia is highly overall correlated with fev1 | High correlation |
cancer is highly overall correlated with fev1 and 1 other fields | High correlation |
death is highly imbalanced (91.9%) | Imbalance |
death_aecopd is highly imbalanced (92.7%) | Imbalance |
confusion is highly imbalanced (94.3%) | Imbalance |
dyspnoea_yesno is highly imbalanced (63.1%) | Imbalance |
home_care is highly imbalanced (65.4%) | Imbalance |
ami is highly imbalanced (72.8%) | Imbalance |
heart_failure is highly imbalanced (64.2%) | Imbalance |
cbd is highly imbalanced (67.2%) | Imbalance |
pad is highly imbalanced (62.5%) | Imbalance |
dementia is highly imbalanced (89.3%) | Imbalance |
cancer is highly imbalanced (54.5%) | Imbalance |
saturation has 683 (40.3%) missing values | Missing |
rr has 1596 (94.1%) missing values | Missing |
sbp has 1302 (76.8%) missing values | Missing |
dbp has 1304 (76.9%) missing values | Missing |
hr has 1023 (60.3%) missing values | Missing |
temperature has 1433 (84.5%) missing values | Missing |
oedema has 1410 (83.1%) missing values | Missing |
retractions has 1551 (91.5%) missing values | Missing |
confusion has 479 (28.2%) missing values | Missing |
dyspnoea_yesno has 1017 (60.0%) missing values | Missing |
dyspnoea_mMRC has 1444 (85.1%) missing values | Missing |
fev1 has 1672 (98.6%) missing values | Missing |
bmi has 739 (43.6%) missing values | Missing |
aecopd_12m has 582 (34.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-04-03 19:29:25.591363 |
|---|---|
| Analysis finished | 2023-04-03 19:29:43.680849 |
| Duration | 18.09 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
death
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.4 KiB |
| 0 | |
|---|---|
| 1 | 17 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1696 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1679 | |
| 1 | 17 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1679 | |
| 1 | 17 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1679 | |
| 1 | 17 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1696 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1679 | |
| 1 | 17 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1696 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1679 | |
| 1 | 17 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1696 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1679 | |
| 1 | 17 | 1.0% |
death_aecopd
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 13.4 KiB |
| 0.0 | |
|---|---|
| 1.0 | 15 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 5085 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1680 | |
| 1.0 | 15 | 0.9% |
| (Missing) | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1680 | |
| 1.0 | 15 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3375 | |
| . | 1695 | |
| 1 | 15 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3390 | |
| Other Punctuation | 1695 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3375 | |
| 1 | 15 | 0.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1695 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5085 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3375 | |
| . | 1695 | |
| 1 | 15 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5085 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3375 | |
| . | 1695 | |
| 1 | 15 | 0.3% |
sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.4 KiB |
| M | |
|---|---|
| F |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1696 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | M |
| 3rd row | M |
| 4th row | M |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| M | 1419 | |
| F | 277 | 16.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| m | 1419 | |
| f | 277 | 16.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 1419 | |
| F | 277 | 16.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1696 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 1419 | |
| F | 277 | 16.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1696 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 1419 | |
| F | 277 | 16.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1696 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 1419 | |
| F | 277 | 16.3% |
season
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.4 KiB |
| winter | |
|---|---|
| autumn | |
| spring | |
| summer |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 10176 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | autumn |
|---|---|
| 2nd row | autumn |
| 3rd row | spring |
| 4th row | summer |
| 5th row | winter |
Common Values
| Value | Count | Frequency (%) |
| winter | 550 | |
| autumn | 520 | |
| spring | 390 | |
| summer | 236 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| winter | 550 | |
| autumn | 520 | |
| spring | 390 | |
| summer | 236 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1460 | |
| u | 1276 | |
| r | 1176 | |
| t | 1070 | |
| m | 992 | |
| i | 940 | |
| e | 786 | |
| s | 626 | |
| w | 550 | 5.4% |
| a | 520 | 5.1% |
| Other values (2) | 780 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 10176 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 1460 | |
| u | 1276 | |
| r | 1176 | |
| t | 1070 | |
| m | 992 | |
| i | 940 | |
| e | 786 | |
| s | 626 | |
| w | 550 | 5.4% |
| a | 520 | 5.1% |
| Other values (2) | 780 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10176 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 1460 | |
| u | 1276 | |
| r | 1176 | |
| t | 1070 | |
| m | 992 | |
| i | 940 | |
| e | 786 | |
| s | 626 | |
| w | 550 | 5.4% |
| a | 520 | 5.1% |
| Other values (2) | 780 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10176 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 1460 | |
| u | 1276 | |
| r | 1176 | |
| t | 1070 | |
| m | 992 | |
| i | 940 | |
| e | 786 | |
| s | 626 | |
| w | 550 | 5.4% |
| a | 520 | 5.1% |
| Other values (2) | 780 |
aecopd_12m
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.334316 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 582 |
| Zeros (%) | 34.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3682974 |
|---|---|
| Coefficient of variation (CV) | 1.0254672 |
| Kurtosis | 0.95238359 |
| Mean | 1.334316 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0894001 |
| Sum | 2263 |
| Variance | 1.8722376 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 582 | |
| 1 | 483 | |
| 2 | 318 | |
| 3 | 180 | 10.6% |
| 4 | 77 | 4.5% |
| 5 | 44 | 2.6% |
| 6 | 9 | 0.5% |
| 7 | 2 | 0.1% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 582 | |
| 1 | 483 | |
| 2 | 318 | |
| 3 | 180 | 10.6% |
| 4 | 77 | 4.5% |
| 5 | 44 | 2.6% |
| 6 | 9 | 0.5% |
| 7 | 2 | 0.1% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | 0.1% |
| 7 | 2 | 0.1% |
| 6 | 9 | 0.5% |
| 5 | 44 | 2.6% |
| 4 | 77 | 4.5% |
| 3 | 180 | 10.6% |
| 2 | 318 | |
| 1 | 483 | |
| 0 | 582 |
saturation
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 33 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 683 |
| Missing (%) | 40.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.650543 |
| Minimum | 51 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.4 KiB |
Quantile statistics
| Minimum | 51 |
|---|---|
| 5-th percentile | 82 |
| Q1 | 90 |
| median | 93 |
| Q3 | 95 |
| 95-th percentile | 97 |
| Maximum | 100 |
| Range | 49 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 5.3965562 |
|---|---|
| Coefficient of variation (CV) | 0.058881879 |
| Kurtosis | 7.8064187 |
| Mean | 91.650543 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -2.1684894 |
| Sum | 92842 |
| Variance | 29.122818 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 95 | 125 | 7.4% |
| 93 | 111 | 6.5% |
| 94 | 111 | 6.5% |
| 96 | 92 | 5.4% |
| 90 | 81 | 4.8% |
| 92 | 81 | 4.8% |
| 97 | 72 | 4.2% |
| 91 | 65 | 3.8% |
| 88 | 36 | 2.1% |
| 87 | 35 | 2.1% |
| Other values (23) | 204 | 12.0% |
| (Missing) | 683 |
| Value | Count | Frequency (%) |
| 51 | 1 | 0.1% |
| 60 | 1 | 0.1% |
| 62 | 1 | 0.1% |
| 64 | 1 | 0.1% |
| 68 | 3 | 0.2% |
| 70 | 4 | |
| 72 | 1 | 0.1% |
| 74 | 5 | |
| 75 | 8 | |
| 76 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 100 | 1 | 0.1% |
| 99 | 11 | 0.6% |
| 98 | 32 | 1.9% |
| 97 | 72 | |
| 96 | 92 | |
| 95 | 125 | |
| 94 | 111 | |
| 93 | 111 | |
| 92 | 81 | |
| 91 | 65 |
rr
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 19 |
|---|---|
| Distinct (%) | 19.0% |
| Missing | 1596 |
| Missing (%) | 94.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.45 |
| Minimum | 12 |
|---|---|
| Maximum | 40 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.4 KiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 15 |
| median | 20 |
| Q3 | 24 |
| 95-th percentile | 36 |
| Maximum | 40 |
| Range | 28 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.0972679 |
|---|---|
| Coefficient of variation (CV) | 0.34705467 |
| Kurtosis | 0.093187579 |
| Mean | 20.45 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.87877336 |
| Sum | 2045 |
| Variance | 50.371212 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 20 | 13 | 0.8% |
| 24 | 11 | 0.6% |
| 15 | 10 | 0.6% |
| 13 | 9 | 0.5% |
| 12 | 8 | 0.5% |
| 18 | 8 | 0.5% |
| 14 | 7 | 0.4% |
| 16 | 6 | 0.4% |
| 28 | 6 | 0.4% |
| 36 | 4 | 0.2% |
| Other values (9) | 18 | 1.1% |
| (Missing) | 1596 |
| Value | Count | Frequency (%) |
| 12 | 8 | |
| 13 | 9 | |
| 14 | 7 | |
| 15 | 10 | |
| 16 | 6 | |
| 18 | 8 | |
| 20 | 13 | |
| 21 | 1 | 0.1% |
| 22 | 4 | 0.2% |
| 23 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 40 | 2 | 0.1% |
| 36 | 4 | 0.2% |
| 34 | 1 | 0.1% |
| 32 | 3 | 0.2% |
| 30 | 3 | 0.2% |
| 28 | 6 | |
| 26 | 1 | 0.1% |
| 25 | 2 | 0.1% |
| 24 | 11 | |
| 23 | 1 | 0.1% |
sbp
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 84 |
|---|---|
| Distinct (%) | 21.3% |
| Missing | 1302 |
| Missing (%) | 76.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 133.21574 |
| Minimum | 74 |
|---|---|
| Maximum | 210 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.4 KiB |
Quantile statistics
| Minimum | 74 |
|---|---|
| 5-th percentile | 100 |
| Q1 | 120 |
| median | 134.5 |
| Q3 | 145 |
| 95-th percentile | 166.05 |
| Maximum | 210 |
| Range | 136 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 20.350908 |
|---|---|
| Coefficient of variation (CV) | 0.15276655 |
| Kurtosis | 0.55249298 |
| Mean | 133.21574 |
| Median Absolute Deviation (MAD) | 14.5 |
| Skewness | 0.15214932 |
| Sum | 52487 |
| Variance | 414.15945 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 120 | 42 | 2.5% |
| 140 | 33 | 1.9% |
| 150 | 23 | 1.4% |
| 130 | 23 | 1.4% |
| 135 | 16 | 0.9% |
| 110 | 14 | 0.8% |
| 100 | 12 | 0.7% |
| 145 | 11 | 0.6% |
| 125 | 9 | 0.5% |
| 136 | 8 | 0.5% |
| Other values (74) | 203 | 12.0% |
| (Missing) | 1302 |
| Value | Count | Frequency (%) |
| 74 | 1 | 0.1% |
| 77 | 1 | 0.1% |
| 80 | 1 | 0.1% |
| 88 | 1 | 0.1% |
| 90 | 4 | |
| 92 | 1 | 0.1% |
| 93 | 1 | 0.1% |
| 94 | 1 | 0.1% |
| 95 | 1 | 0.1% |
| 96 | 2 |
| Value | Count | Frequency (%) |
| 210 | 1 | 0.1% |
| 190 | 2 | 0.1% |
| 186 | 3 | |
| 183 | 1 | 0.1% |
| 181 | 1 | 0.1% |
| 180 | 2 | 0.1% |
| 176 | 1 | 0.1% |
| 173 | 1 | 0.1% |
| 172 | 2 | 0.1% |
| 170 | 5 |
dbp
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 55 |
|---|---|
| Distinct (%) | 14.0% |
| Missing | 1304 |
| Missing (%) | 76.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.229592 |
| Minimum | 30 |
|---|---|
| Maximum | 103 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.4 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 54 |
| Q1 | 64 |
| median | 70 |
| Q3 | 80 |
| 95-th percentile | 93 |
| Maximum | 103 |
| Range | 73 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 12.114895 |
|---|---|
| Coefficient of variation (CV) | 0.16772759 |
| Kurtosis | -0.097599569 |
| Mean | 72.229592 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.023025 |
| Sum | 28314 |
| Variance | 146.77068 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 80 | 48 | 2.8% |
| 70 | 47 | 2.8% |
| 60 | 42 | 2.5% |
| 75 | 19 | 1.1% |
| 85 | 16 | 0.9% |
| 65 | 14 | 0.8% |
| 67 | 13 | 0.8% |
| 90 | 11 | 0.6% |
| 66 | 11 | 0.6% |
| 64 | 9 | 0.5% |
| Other values (45) | 162 | 9.6% |
| (Missing) | 1304 |
| Value | Count | Frequency (%) |
| 30 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 44 | 2 | 0.1% |
| 46 | 2 | 0.1% |
| 47 | 1 | 0.1% |
| 48 | 3 | |
| 50 | 6 | |
| 51 | 1 | 0.1% |
| 52 | 2 | 0.1% |
| 54 | 4 |
| Value | Count | Frequency (%) |
| 103 | 1 | 0.1% |
| 102 | 1 | 0.1% |
| 100 | 3 | 0.2% |
| 99 | 1 | 0.1% |
| 98 | 2 | 0.1% |
| 96 | 1 | 0.1% |
| 95 | 9 | |
| 94 | 1 | 0.1% |
| 93 | 4 | |
| 92 | 2 | 0.1% |
hr
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 86 |
|---|---|
| Distinct (%) | 12.8% |
| Missing | 1023 |
| Missing (%) | 60.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.647845 |
| Minimum | 38 |
|---|---|
| Maximum | 155 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.4 KiB |
Quantile statistics
| Minimum | 38 |
|---|---|
| 5-th percentile | 59 |
| Q1 | 72 |
| median | 84 |
| Q3 | 95 |
| 95-th percentile | 114 |
| Maximum | 155 |
| Range | 117 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 17.189141 |
|---|---|
| Coefficient of variation (CV) | 0.20306649 |
| Kurtosis | 0.49755739 |
| Mean | 84.647845 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.44888826 |
| Sum | 56968 |
| Variance | 295.46658 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 80 | 29 | 1.7% |
| 78 | 24 | 1.4% |
| 90 | 23 | 1.4% |
| 82 | 22 | 1.3% |
| 100 | 22 | 1.3% |
| 88 | 19 | 1.1% |
| 75 | 19 | 1.1% |
| 72 | 19 | 1.1% |
| 84 | 17 | 1.0% |
| 85 | 17 | 1.0% |
| Other values (76) | 462 | |
| (Missing) | 1023 |
| Value | Count | Frequency (%) |
| 38 | 1 | 0.1% |
| 42 | 1 | 0.1% |
| 47 | 1 | 0.1% |
| 49 | 1 | 0.1% |
| 50 | 6 | |
| 51 | 1 | 0.1% |
| 52 | 1 | 0.1% |
| 54 | 1 | 0.1% |
| 55 | 5 | |
| 56 | 8 |
| Value | Count | Frequency (%) |
| 155 | 1 | |
| 150 | 1 | |
| 138 | 2 | |
| 137 | 1 | |
| 133 | 1 | |
| 132 | 1 | |
| 131 | 1 | |
| 128 | 1 | |
| 127 | 1 | |
| 126 | 1 |
temperature
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 43 |
|---|---|
| Distinct (%) | 16.3% |
| Missing | 1433 |
| Missing (%) | 84.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 295.85551 |
| Minimum | 35 |
|---|---|
| Maximum | 394 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.4 KiB |
Quantile statistics
| Minimum | 35 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 353 |
| median | 362 |
| Q3 | 371 |
| 95-th percentile | 383 |
| Maximum | 394 |
| Range | 359 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 135.59173 |
|---|---|
| Coefficient of variation (CV) | 0.45830387 |
| Kurtosis | -0.027432419 |
| Mean | 295.85551 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -1.39586 |
| Sum | 77810 |
| Variance | 18385.116 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 36 | 33 | 1.9% |
| 365 | 20 | 1.2% |
| 362 | 14 | 0.8% |
| 355 | 13 | 0.8% |
| 363 | 11 | 0.6% |
| 37 | 10 | 0.6% |
| 364 | 10 | 0.6% |
| 35 | 9 | 0.5% |
| 354 | 9 | 0.5% |
| 366 | 8 | 0.5% |
| Other values (33) | 126 | 7.4% |
| (Missing) | 1433 |
| Value | Count | Frequency (%) |
| 35 | 9 | 0.5% |
| 36 | 33 | |
| 37 | 10 | 0.6% |
| 38 | 3 | 0.2% |
| 39 | 1 | 0.1% |
| 341 | 1 | 0.1% |
| 347 | 1 | 0.1% |
| 351 | 2 | 0.1% |
| 352 | 4 | 0.2% |
| 353 | 5 | 0.3% |
| Value | Count | Frequency (%) |
| 394 | 1 | 0.1% |
| 391 | 1 | 0.1% |
| 389 | 2 | |
| 388 | 3 | |
| 386 | 2 | |
| 385 | 3 | |
| 383 | 3 | |
| 382 | 1 | 0.1% |
| 381 | 1 | 0.1% |
| 379 | 2 |
oedema
Categorical
HIGH CORRELATION MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 1410 |
| Missing (%) | 83.1% |
| Memory size | 13.4 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 858 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 193 | 11.4% |
| 1.0 | 93 | 5.5% |
| (Missing) | 1410 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 193 | |
| 1.0 | 93 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 479 | |
| . | 286 | |
| 1 | 93 | 10.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 572 | |
| Other Punctuation | 286 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 479 | |
| 1 | 93 | 16.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 286 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 858 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 479 | |
| . | 286 | |
| 1 | 93 | 10.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 858 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 479 | |
| . | 286 | |
| 1 | 93 | 10.8% |
retractions
Categorical
HIGH CORRELATION MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 1551 |
| Missing (%) | 91.5% |
| Memory size | 13.4 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 435 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 99 | 5.8% |
| 1.0 | 46 | 2.7% |
| (Missing) | 1551 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 99 | |
| 1.0 | 46 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 244 | |
| . | 145 | |
| 1 | 46 | 10.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 290 | |
| Other Punctuation | 145 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 244 | |
| 1 | 46 | 15.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 145 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 435 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 244 | |
| . | 145 | |
| 1 | 46 | 10.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 435 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 244 | |
| . | 145 | |
| 1 | 46 | 10.6% |
confusion
Categorical
HIGH CORRELATION IMBALANCE MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 479 |
| Missing (%) | 28.2% |
| Memory size | 13.4 KiB |
| 0.0 | |
|---|---|
| 1.0 | 8 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 3651 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1209 | |
| 1.0 | 8 | 0.5% |
| (Missing) | 479 | 28.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1209 | |
| 1.0 | 8 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2426 | |
| . | 1217 | |
| 1 | 8 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2434 | |
| Other Punctuation | 1217 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2426 | |
| 1 | 8 | 0.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1217 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3651 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2426 | |
| . | 1217 | |
| 1 | 8 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3651 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2426 | |
| . | 1217 | |
| 1 | 8 | 0.2% |
dyspnoea_yesno
Categorical
HIGH CORRELATION IMBALANCE MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1017 |
| Missing (%) | 60.0% |
| Memory size | 13.4 KiB |
| 1.0 | |
|---|---|
| 0.0 | 48 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2037 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 631 | |
| 0.0 | 48 | 2.8% |
| (Missing) | 1017 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 631 | |
| 0.0 | 48 | 7.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 727 | |
| . | 679 | |
| 1 | 631 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1358 | |
| Other Punctuation | 679 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 727 | |
| 1 | 631 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 679 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2037 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 727 | |
| . | 679 | |
| 1 | 631 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2037 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 727 | |
| . | 679 | |
| 1 | 631 |
dyspnoea_mMRC
Categorical
HIGH CORRELATION MISSING
| Distinct | 5 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 1444 |
| Missing (%) | 85.1% |
| Memory size | 13.4 KiB |
| 4.0 | |
|---|---|
| 0.0 | |
| 3.0 | |
| 2.0 | |
| 1.0 | 11 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 756 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 4.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 4.0 | 113 | 6.7% |
| 0.0 | 48 | 2.8% |
| 3.0 | 42 | 2.5% |
| 2.0 | 38 | 2.2% |
| 1.0 | 11 | 0.6% |
| (Missing) | 1444 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4.0 | 113 | |
| 0.0 | 48 | |
| 3.0 | 42 | 16.7% |
| 2.0 | 38 | 15.1% |
| 1.0 | 11 | 4.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 300 | |
| . | 252 | |
| 4 | 113 | 14.9% |
| 3 | 42 | 5.6% |
| 2 | 38 | 5.0% |
| 1 | 11 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 504 | |
| Other Punctuation | 252 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 300 | |
| 4 | 113 | 22.4% |
| 3 | 42 | 8.3% |
| 2 | 38 | 7.5% |
| 1 | 11 | 2.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 252 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 756 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 300 | |
| . | 252 | |
| 4 | 113 | 14.9% |
| 3 | 42 | 5.6% |
| 2 | 38 | 5.0% |
| 1 | 11 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 756 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 300 | |
| . | 252 | |
| 4 | 113 | 14.9% |
| 3 | 42 | 5.6% |
| 2 | 38 | 5.0% |
| 1 | 11 | 1.5% |
age
Real number (ℝ)
| Distinct | 56 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.683962 |
| Minimum | 40 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.4 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 57 |
| Q1 | 69 |
| median | 78 |
| Q3 | 83 |
| 95-th percentile | 89 |
| Maximum | 100 |
| Range | 60 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 9.9687004 |
|---|---|
| Coefficient of variation (CV) | 0.13171483 |
| Kurtosis | -0.0053090932 |
| Mean | 75.683962 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.61185665 |
| Sum | 128360 |
| Variance | 99.374987 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 81 | 93 | 5.5% |
| 80 | 90 | 5.3% |
| 82 | 81 | 4.8% |
| 83 | 78 | 4.6% |
| 79 | 78 | 4.6% |
| 85 | 69 | 4.1% |
| 84 | 66 | 3.9% |
| 76 | 65 | 3.8% |
| 77 | 63 | 3.7% |
| 86 | 60 | 3.5% |
| Other values (46) | 953 |
| Value | Count | Frequency (%) |
| 40 | 1 | 0.1% |
| 45 | 2 | 0.1% |
| 46 | 3 | 0.2% |
| 47 | 4 | 0.2% |
| 48 | 2 | 0.1% |
| 49 | 3 | 0.2% |
| 50 | 6 | |
| 51 | 10 | |
| 52 | 6 | |
| 53 | 10 |
| Value | Count | Frequency (%) |
| 100 | 2 | 0.1% |
| 98 | 1 | 0.1% |
| 97 | 5 | 0.3% |
| 96 | 3 | 0.2% |
| 95 | 5 | 0.3% |
| 94 | 6 | 0.4% |
| 93 | 11 | |
| 92 | 11 | |
| 91 | 10 | |
| 90 | 19 |
fev1
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 20 |
|---|---|
| Distinct (%) | 83.3% |
| Missing | 1672 |
| Missing (%) | 98.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1035.3333 |
| Minimum | 36 |
|---|---|
| Maximum | 6773 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.4 KiB |
Quantile statistics
| Minimum | 36 |
|---|---|
| 5-th percentile | 40.45 |
| Q1 | 52.75 |
| median | 67 |
| Q3 | 645.25 |
| 95-th percentile | 5664.95 |
| Maximum | 6773 |
| Range | 6737 |
| Interquartile range (IQR) | 592.5 |
Descriptive statistics
| Standard deviation | 1992.5061 |
|---|---|
| Coefficient of variation (CV) | 1.9245068 |
| Kurtosis | 3.1861863 |
| Mean | 1035.3333 |
| Median Absolute Deviation (MAD) | 15.5 |
| Skewness | 2.0692122 |
| Sum | 24848 |
| Variance | 3970080.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 69 | 4 | 0.2% |
| 2478 | 2 | 0.1% |
| 56 | 1 | 0.1% |
| 4911 | 1 | 0.1% |
| 48 | 1 | 0.1% |
| 6773 | 1 | 0.1% |
| 59 | 1 | 0.1% |
| 36 | 1 | 0.1% |
| 54 | 1 | 0.1% |
| 568 | 1 | 0.1% |
| Other values (10) | 10 | 0.6% |
| (Missing) | 1672 |
| Value | Count | Frequency (%) |
| 36 | 1 | |
| 40 | 1 | |
| 43 | 1 | |
| 48 | 1 | |
| 51 | 1 | |
| 52 | 1 | |
| 53 | 1 | |
| 54 | 1 | |
| 56 | 1 | |
| 57 | 1 |
| Value | Count | Frequency (%) |
| 6773 | 1 | 0.1% |
| 5798 | 1 | 0.1% |
| 4911 | 1 | 0.1% |
| 2478 | 2 | |
| 877 | 1 | 0.1% |
| 568 | 1 | 0.1% |
| 75 | 1 | 0.1% |
| 69 | 4 | |
| 65 | 1 | 0.1% |
| 59 | 1 | 0.1% |
bmi
Real number (ℝ)
| Distinct | 536 |
|---|---|
| Distinct (%) | 56.0% |
| Missing | 739 |
| Missing (%) | 43.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2633.1536 |
| Minimum | 25 |
|---|---|
| Maximum | 5039 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.4 KiB |
Quantile statistics
| Minimum | 25 |
|---|---|
| 5-th percentile | 286.8 |
| Q1 | 2446 |
| median | 2773 |
| Q3 | 3116 |
| 95-th percentile | 3651.2 |
| Maximum | 5039 |
| Range | 5014 |
| Interquartile range (IQR) | 670 |
Descriptive statistics
| Standard deviation | 868.16666 |
|---|---|
| Coefficient of variation (CV) | 0.32970605 |
| Kurtosis | 2.5090386 |
| Mean | 2633.1536 |
| Median Absolute Deviation (MAD) | 329 |
| Skewness | -1.4868126 |
| Sum | 2519928 |
| Variance | 753713.35 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2873 | 10 | 0.6% |
| 2564 | 8 | 0.5% |
| 3223 | 7 | 0.4% |
| 301 | 6 | 0.4% |
| 2748 | 6 | 0.4% |
| 2747 | 6 | 0.4% |
| 2474 | 6 | 0.4% |
| 2838 | 6 | 0.4% |
| 2597 | 6 | 0.4% |
| 2799 | 5 | 0.3% |
| Other values (526) | 891 | |
| (Missing) | 739 |
| Value | Count | Frequency (%) |
| 25 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| 30 | 1 | 0.1% |
| 32 | 1 | 0.1% |
| 35 | 3 | |
| 156 | 1 | 0.1% |
| 162 | 1 | 0.1% |
| 207 | 1 | 0.1% |
| 221 | 2 | |
| 222 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5039 | 1 | |
| 5031 | 1 | |
| 4602 | 1 | |
| 4417 | 1 | |
| 4316 | 1 | |
| 4291 | 1 | |
| 4272 | 1 | |
| 4179 | 1 | |
| 4175 | 1 | |
| 4134 | 1 |
rural
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1696 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 923 | |
| 1 | 773 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 923 | |
| 1 | 773 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 923 | |
| 1 | 773 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1696 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 923 | |
| 1 | 773 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1696 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 923 | |
| 1 | 773 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1696 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 923 | |
| 1 | 773 |
home_care
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.4 KiB |
| 0 | |
|---|---|
| 1 | 110 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1696 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1586 | |
| 1 | 110 | 6.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1586 | |
| 1 | 110 | 6.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1586 | |
| 1 | 110 | 6.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1696 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1586 | |
| 1 | 110 | 6.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1696 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1586 | |
| 1 | 110 | 6.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1696 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1586 | |
| 1 | 110 | 6.5% |
charlson
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2464623 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 7 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.9841524 |
|---|---|
| Coefficient of variation (CV) | 0.88323423 |
| Kurtosis | 3.818171 |
| Mean | 2.2464623 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.0766383 |
| Sum | 3810 |
| Variance | 3.9368606 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1 | 854 | |
| 2 | 439 | |
| 3 | 142 | 8.4% |
| 7 | 82 | 4.8% |
| 4 | 74 | 4.4% |
| 8 | 56 | 3.3% |
| 5 | 25 | 1.5% |
| 6 | 8 | 0.5% |
| 9 | 8 | 0.5% |
| 12 | 4 | 0.2% |
| Other values (2) | 4 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 854 | |
| 2 | 439 | |
| 3 | 142 | 8.4% |
| 4 | 74 | 4.4% |
| 5 | 25 | 1.5% |
| 6 | 8 | 0.5% |
| 7 | 82 | 4.8% |
| 8 | 56 | 3.3% |
| 9 | 8 | 0.5% |
| 10 | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 12 | 4 | 0.2% |
| 11 | 1 | 0.1% |
| 10 | 3 | 0.2% |
| 9 | 8 | 0.5% |
| 8 | 56 | 3.3% |
| 7 | 82 | |
| 6 | 8 | 0.5% |
| 5 | 25 | 1.5% |
| 4 | 74 | |
| 3 | 142 |
ami
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.4 KiB |
| 0 | |
|---|---|
| 1 | 79 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1696 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1617 | |
| 1 | 79 | 4.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1617 | |
| 1 | 79 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1617 | |
| 1 | 79 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1696 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1617 | |
| 1 | 79 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1696 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1617 | |
| 1 | 79 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1696 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1617 | |
| 1 | 79 | 4.7% |
heart_failure
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.4 KiB |
| 0 | |
|---|---|
| 1 | 115 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1696 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1581 | |
| 1 | 115 | 6.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1581 | |
| 1 | 115 | 6.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1581 | |
| 1 | 115 | 6.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1696 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1581 | |
| 1 | 115 | 6.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1696 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1581 | |
| 1 | 115 | 6.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1696 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1581 | |
| 1 | 115 | 6.8% |
cbd
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.4 KiB |
| 0 | |
|---|---|
| 1 | 102 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1696 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1594 | |
| 1 | 102 | 6.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1594 | |
| 1 | 102 | 6.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1594 | |
| 1 | 102 | 6.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1696 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1594 | |
| 1 | 102 | 6.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1696 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1594 | |
| 1 | 102 | 6.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1696 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1594 | |
| 1 | 102 | 6.0% |
pad
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.4 KiB |
| 0 | |
|---|---|
| 1 | 123 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1696 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1573 | |
| 1 | 123 | 7.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1573 | |
| 1 | 123 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1573 | |
| 1 | 123 | 7.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1696 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1573 | |
| 1 | 123 | 7.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1696 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1573 | |
| 1 | 123 | 7.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1696 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1573 | |
| 1 | 123 | 7.3% |
dementia
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.4 KiB |
| 0 | |
|---|---|
| 1 | 24 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1696 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1672 | |
| 1 | 24 | 1.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1672 | |
| 1 | 24 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1672 | |
| 1 | 24 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1696 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1672 | |
| 1 | 24 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1696 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1672 | |
| 1 | 24 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1696 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1672 | |
| 1 | 24 | 1.4% |
diabetes
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1696 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1296 | |
| 1 | 400 | 23.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1296 | |
| 1 | 400 | 23.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1296 | |
| 1 | 400 | 23.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1696 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1296 | |
| 1 | 400 | 23.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1696 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1296 | |
| 1 | 400 | 23.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1696 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1296 | |
| 1 | 400 | 23.6% |
cancer
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1696 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1534 | |
| 1 | 162 | 9.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1534 | |
| 1 | 162 | 9.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1534 | |
| 1 | 162 | 9.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1696 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1534 | |
| 1 | 162 | 9.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1696 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1534 | |
| 1 | 162 | 9.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1696 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1534 | |
| 1 | 162 | 9.6% |
| aecopd_12m | saturation | rr | sbp | dbp | hr | temperature | age | fev1 | bmi | charlson | death | death_aecopd | sex | season | oedema | retractions | confusion | dyspnoea_yesno | dyspnoea_mMRC | rural | home_care | ami | heart_failure | cbd | pad | dementia | diabetes | cancer | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| aecopd_12m | 1.000 | -0.041 | -0.099 | -0.068 | -0.085 | 0.006 | -0.064 | 0.115 | -0.187 | -0.072 | 0.066 | 0.101 | 0.077 | 0.065 | 0.078 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.113 | 0.000 | 0.053 | 0.000 | 0.000 | 0.000 | 0.037 | 0.035 |
| saturation | -0.041 | 1.000 | -0.532 | -0.071 | 0.007 | -0.234 | -0.129 | -0.101 | 0.277 | 0.008 | -0.084 | 0.359 | 0.393 | 0.000 | 0.051 | 0.000 | 0.536 | 0.224 | 0.050 | 0.109 | 0.016 | 0.038 | 0.000 | 0.086 | 0.103 | 0.000 | 0.000 | 0.068 | 0.000 |
| rr | -0.099 | -0.532 | 1.000 | 0.138 | -0.037 | 0.314 | 0.055 | 0.013 | NaN | 0.091 | -0.256 | 0.272 | 0.355 | 0.000 | 0.000 | 0.229 | 0.456 | 0.000 | 0.000 | 0.213 | 0.000 | 0.412 | 0.000 | 0.000 | 0.103 | 0.000 | 0.184 | 0.000 | 0.213 |
| sbp | -0.068 | -0.071 | 0.138 | 1.000 | 0.530 | 0.052 | -0.081 | -0.076 | 0.205 | 0.140 | -0.083 | 0.104 | 0.127 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.076 | 0.000 | 0.000 | 0.000 | 0.155 | 0.000 | 0.182 | 0.115 | 0.000 | 0.000 |
| dbp | -0.085 | 0.007 | -0.037 | 0.530 | 1.000 | 0.171 | -0.115 | -0.251 | 0.359 | 0.207 | -0.169 | 0.138 | 0.137 | 0.000 | 0.000 | 0.134 | 0.348 | 0.000 | 0.000 | 0.000 | 0.025 | 0.071 | 0.084 | 0.152 | 0.000 | 0.136 | 0.245 | 0.097 | 0.000 |
| hr | 0.006 | -0.234 | 0.314 | 0.052 | 0.171 | 1.000 | 0.136 | -0.176 | -0.229 | 0.028 | -0.041 | 0.187 | 0.199 | 0.013 | 0.000 | 0.202 | 0.575 | 0.295 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.146 | 0.042 | 0.000 |
| temperature | -0.064 | -0.129 | 0.055 | -0.081 | -0.115 | 0.136 | 1.000 | -0.135 | 1.000 | 0.068 | 0.022 | 0.000 | 0.000 | 0.000 | 0.000 | 0.085 | 0.000 | 0.061 | 0.070 | 0.000 | 0.000 | 0.000 | 0.038 | 0.044 | 0.025 | 0.035 | 0.157 | 0.000 | 0.072 |
| age | 0.115 | -0.101 | 0.013 | -0.076 | -0.251 | -0.176 | -0.135 | 1.000 | 0.231 | -0.166 | 0.128 | 0.000 | 0.000 | 0.169 | 0.074 | 0.196 | 0.082 | 0.000 | 0.000 | 0.000 | 0.091 | 0.365 | 0.054 | 0.179 | 0.112 | 0.126 | 0.077 | 0.051 | 0.104 |
| fev1 | -0.187 | 0.277 | NaN | 0.205 | 0.359 | -0.229 | 1.000 | 0.231 | 1.000 | -0.088 | 0.084 | 1.000 | 1.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.185 | 1.000 |
| bmi | -0.072 | 0.008 | 0.091 | 0.140 | 0.207 | 0.028 | 0.068 | -0.166 | -0.088 | 1.000 | 0.028 | 0.000 | 0.000 | 0.183 | 0.000 | 0.239 | 0.204 | 0.058 | 0.000 | 0.000 | 0.028 | 0.048 | 0.016 | 0.046 | 0.089 | 0.000 | 0.095 | 0.193 | 0.086 |
| charlson | 0.066 | -0.084 | -0.256 | -0.083 | -0.169 | -0.041 | 0.022 | 0.128 | 0.084 | 0.028 | 1.000 | 0.035 | 0.000 | 0.054 | 0.000 | 0.086 | 0.000 | 0.000 | 0.121 | 0.120 | 0.035 | 0.125 | 0.312 | 0.324 | 0.276 | 0.324 | 0.224 | 0.377 | 0.932 |
| death | 0.101 | 0.359 | 0.272 | 0.104 | 0.138 | 0.187 | 0.000 | 0.000 | 1.000 | 0.000 | 0.035 | 1.000 | 0.935 | 0.000 | 0.000 | 0.000 | 0.000 | 0.126 | 0.000 | 0.102 | 0.022 | 0.000 | 0.041 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| death_aecopd | 0.077 | 0.393 | 0.355 | 0.127 | 0.137 | 0.199 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.935 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.078 | 0.000 | 0.000 | 0.048 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| sex | 0.065 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.169 | 0.000 | 0.183 | 0.054 | 0.000 | 0.000 | 1.000 | 0.003 | 0.077 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.026 | 0.000 | 0.000 | 0.025 | 0.099 | 0.025 | 0.008 | 0.012 |
| season | 0.078 | 0.051 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.074 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 1.000 | 0.170 | 0.257 | 0.000 | 0.006 | 0.090 | 0.000 | 0.035 | 0.055 | 0.000 | 0.014 | 0.000 | 0.034 | 0.062 | 0.000 |
| oedema | 0.000 | 0.000 | 0.229 | 0.000 | 0.134 | 0.202 | 0.085 | 0.196 | 1.000 | 0.239 | 0.086 | 0.000 | 0.000 | 0.077 | 0.170 | 1.000 | 0.289 | 0.104 | 0.025 | 0.173 | 0.000 | 0.207 | 0.065 | 0.065 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| retractions | 0.000 | 0.536 | 0.456 | 0.000 | 0.348 | 0.575 | 0.000 | 0.082 | 1.000 | 0.204 | 0.000 | 0.000 | 0.000 | 0.000 | 0.257 | 0.289 | 1.000 | 0.000 | 0.225 | 0.660 | 0.092 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| confusion | 0.000 | 0.224 | 0.000 | 0.000 | 0.000 | 0.295 | 0.061 | 0.000 | 1.000 | 0.058 | 0.000 | 0.126 | 0.029 | 0.000 | 0.000 | 0.104 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| dyspnoea_yesno | 0.000 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 0.070 | 0.000 | 1.000 | 0.000 | 0.121 | 0.000 | 0.000 | 0.000 | 0.006 | 0.025 | 0.225 | 0.000 | 1.000 | 0.994 | 0.022 | 0.000 | 0.000 | 0.000 | 0.075 | 0.000 | 0.000 | 0.000 | 0.083 |
| dyspnoea_mMRC | 0.000 | 0.109 | 0.213 | 0.076 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.120 | 0.102 | 0.078 | 0.000 | 0.090 | 0.173 | 0.660 | 0.000 | 0.994 | 1.000 | 0.165 | 0.078 | 0.093 | 0.061 | 0.150 | 0.000 | 0.000 | 0.000 | 0.068 |
| rural | 0.000 | 0.016 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.091 | 0.000 | 0.028 | 0.035 | 0.022 | 0.000 | 0.029 | 0.000 | 0.000 | 0.092 | 0.000 | 0.022 | 0.165 | 1.000 | 0.009 | 0.034 | 0.135 | 0.000 | 0.000 | 0.026 | 0.004 | 0.000 |
| home_care | 0.113 | 0.038 | 0.412 | 0.000 | 0.071 | 0.000 | 0.000 | 0.365 | 1.000 | 0.048 | 0.125 | 0.000 | 0.000 | 0.026 | 0.035 | 0.207 | 0.000 | 0.000 | 0.000 | 0.078 | 0.009 | 1.000 | 0.030 | 0.063 | 0.097 | 0.085 | 0.000 | 0.048 | 0.002 |
| ami | 0.000 | 0.000 | 0.000 | 0.000 | 0.084 | 0.000 | 0.038 | 0.054 | 1.000 | 0.016 | 0.312 | 0.041 | 0.048 | 0.000 | 0.055 | 0.065 | 0.000 | 0.000 | 0.000 | 0.093 | 0.034 | 0.030 | 1.000 | 0.039 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 |
| heart_failure | 0.053 | 0.086 | 0.000 | 0.155 | 0.152 | 0.000 | 0.044 | 0.179 | 1.000 | 0.046 | 0.324 | 0.050 | 0.057 | 0.000 | 0.000 | 0.065 | 0.000 | 0.000 | 0.000 | 0.061 | 0.135 | 0.063 | 0.039 | 1.000 | 0.000 | 0.040 | 0.073 | 0.026 | 0.046 |
| cbd | 0.000 | 0.103 | 0.103 | 0.000 | 0.000 | 0.000 | 0.025 | 0.112 | 1.000 | 0.089 | 0.276 | 0.000 | 0.000 | 0.025 | 0.014 | 0.000 | 0.000 | 0.000 | 0.075 | 0.150 | 0.000 | 0.097 | 0.000 | 0.000 | 1.000 | 0.017 | 0.036 | 0.029 | 0.032 |
| pad | 0.000 | 0.000 | 0.000 | 0.182 | 0.136 | 0.000 | 0.035 | 0.126 | 1.000 | 0.000 | 0.324 | 0.000 | 0.000 | 0.099 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.085 | 0.017 | 0.040 | 0.017 | 1.000 | 0.000 | 0.038 | 0.000 |
| dementia | 0.000 | 0.000 | 0.184 | 0.115 | 0.245 | 0.146 | 0.157 | 0.077 | 1.000 | 0.095 | 0.224 | 0.000 | 0.000 | 0.025 | 0.034 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 | 0.000 | 0.000 | 0.073 | 0.036 | 0.000 | 1.000 | 0.023 | 0.018 |
| diabetes | 0.037 | 0.068 | 0.000 | 0.000 | 0.097 | 0.042 | 0.000 | 0.051 | 0.185 | 0.193 | 0.377 | 0.000 | 0.000 | 0.008 | 0.062 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.048 | 0.000 | 0.026 | 0.029 | 0.038 | 0.023 | 1.000 | 0.000 |
| cancer | 0.035 | 0.000 | 0.213 | 0.000 | 0.000 | 0.000 | 0.072 | 0.104 | 1.000 | 0.086 | 0.932 | 0.000 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.083 | 0.068 | 0.000 | 0.002 | 0.000 | 0.046 | 0.032 | 0.000 | 0.018 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| death | death_aecopd | sex | season | aecopd_12m | saturation | rr | sbp | dbp | hr | temperature | oedema | retractions | confusion | dyspnoea_yesno | dyspnoea_mMRC | age | fev1 | bmi | rural | home_care | charlson | ami | heart_failure | cbd | pad | dementia | diabetes | cancer | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0.0 | M | autumn | 0 | 95.0 | NaN | NaN | NaN | 55.0 | NaN | NaN | NaN | NaN | NaN | NaN | 73 | NaN | 3621.0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1 | 0 | 0.0 | M | autumn | 1 | 92.0 | 26.0 | 124.0 | 62.0 | 69.0 | 35.0 | 1.0 | 0.0 | 0.0 | 1.0 | 2.0 | 85 | NaN | 2917.0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 2 | 0 | 0.0 | M | spring | 0 | 97.0 | NaN | NaN | NaN | 67.0 | NaN | NaN | NaN | 0.0 | 1.0 | NaN | 84 | NaN | 2917.0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 3 | 0 | 0.0 | M | summer | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 81 | NaN | NaN | 0 | 0 | 8 | 0 | 0 | 0 | 0 | 0 | 1 | 1 |
| 4 | 0 | 0.0 | M | winter | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | NaN | NaN | 61 | NaN | NaN | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 5 | 0 | 0.0 | M | autumn | 2 | 97.0 | NaN | NaN | NaN | 67.0 | NaN | NaN | NaN | 0.0 | 1.0 | NaN | 87 | NaN | NaN | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 6 | 0 | 0.0 | M | autumn | 0 | 86.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | NaN | NaN | 76 | NaN | 3389.0 | 0 | 0 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| 7 | 0 | 0.0 | M | spring | 0 | 96.0 | 13.0 | NaN | NaN | NaN | NaN | 0.0 | 0.0 | 0.0 | NaN | NaN | 71 | NaN | 2917.0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 8 | 0 | 0.0 | M | autumn | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | NaN | NaN | 72 | NaN | 2558.0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 9 | 0 | 0.0 | M | spring | 1 | 99.0 | NaN | NaN | NaN | 71.0 | NaN | NaN | NaN | 0.0 | 1.0 | NaN | 71 | NaN | 2558.0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| death | death_aecopd | sex | season | aecopd_12m | saturation | rr | sbp | dbp | hr | temperature | oedema | retractions | confusion | dyspnoea_yesno | dyspnoea_mMRC | age | fev1 | bmi | rural | home_care | charlson | ami | heart_failure | cbd | pad | dementia | diabetes | cancer | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1686 | 0 | 0.0 | M | autumn | 0 | 93.0 | NaN | NaN | NaN | NaN | 359.0 | 0.0 | 0.0 | 0.0 | 1.0 | NaN | 81 | NaN | NaN | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1687 | 0 | 0.0 | M | autumn | 1 | 97.0 | NaN | NaN | NaN | 76.0 | NaN | NaN | NaN | 0.0 | 1.0 | NaN | 97 | NaN | 3906.0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1688 | 0 | 0.0 | M | autumn | 1 | 96.0 | NaN | 121.0 | 82.0 | 91.0 | 352.0 | 0.0 | NaN | 0.0 | NaN | NaN | 76 | NaN | 2922.0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1689 | 0 | 0.0 | M | summer | 0 | 95.0 | NaN | NaN | NaN | 84.0 | NaN | NaN | NaN | 0.0 | NaN | NaN | 76 | NaN | 2922.0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1690 | 0 | 0.0 | M | autumn | 2 | 92.0 | NaN | 190.0 | 70.0 | 91.0 | 365.0 | 0.0 | NaN | 0.0 | 1.0 | 4.0 | 80 | NaN | 1931.0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1691 | 0 | 0.0 | M | winter | 1 | 96.0 | NaN | 181.0 | 87.0 | 94.0 | 359.0 | NaN | NaN | 0.0 | 1.0 | 3.0 | 79 | NaN | 1931.0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1692 | 0 | 0.0 | M | autumn | 0 | 92.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | NaN | NaN | 78 | NaN | 3258.0 | 0 | 0 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 1693 | 0 | 0.0 | M | winter | 0 | 95.0 | NaN | NaN | NaN | 89.0 | NaN | NaN | NaN | 0.0 | 1.0 | NaN | 70 | NaN | 2723.0 | 0 | 0 | 3 | 1 | 0 | 0 | 1 | 0 | 0 | 0 |
| 1694 | 1 | 1.0 | M | winter | 2 | NaN | 24.0 | 110.0 | 67.0 | 56.0 | 375.0 | 1.0 | NaN | 0.0 | 1.0 | NaN | 84 | NaN | NaN | 1 | 0 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| 1695 | 1 | 1.0 | M | spring | 3 | 92.0 | NaN | 100.0 | 60.0 | 100.0 | 38.0 | 0.0 | NaN | 0.0 | 1.0 | 4.0 | 85 | NaN | 3225.0 | 1 | 0 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
Most frequently occurring
| death | death_aecopd | sex | season | aecopd_12m | saturation | rr | sbp | dbp | hr | temperature | oedema | retractions | confusion | dyspnoea_yesno | dyspnoea_mMRC | age | fev1 | bmi | rural | home_care | charlson | ami | heart_failure | cbd | pad | dementia | diabetes | cancer | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 0 | 0.0 | M | winter | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 79 | NaN | NaN | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 |
| 0 | 0 | 0.0 | M | autumn | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | NaN | NaN | 78 | NaN | NaN | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 |
| 1 | 0 | 0.0 | M | autumn | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 83 | NaN | NaN | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| 2 | 0 | 0.0 | M | autumn | 5 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 75 | NaN | NaN | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| 3 | 0 | 0.0 | M | spring | 3 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 1.0 | NaN | 82 | NaN | 2474.0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 |
| 5 | 0 | 0.0 | M | winter | 3 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 87 | NaN | 2751.0 | 0 | 0 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 |